{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 945
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('./')\n",
    "\n",
    "# save all train test results\n",
    "A = np.load('./CRNN_epoch_training_losses.npy')\n",
    "B = np.load('./CRNN_epoch_training_scores.npy')\n",
    "C = np.load('./CRNN_epoch_test_loss.npy')\n",
    "D = np.load('./CRNN_epoch_test_score.npy')\n",
    "\n",
    "epochs = len(A)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(16, 7))\n",
    "plt.subplot(121)\n",
    "plt.plot(np.arange(1, epochs + 1), A[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), C)         # test loss (on epoch end)\n",
    "plt.title(\"model loss\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "# 2nd figure\n",
    "plt.subplot(122)\n",
    "plt.plot(np.arange(1, epochs + 1), B[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), D)         # test loss (on epoch end)\n",
    "# plt.plot(histories.losses_val)\n",
    "plt.title(\"model scores\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "save_file = \"./loss_UCF101_CRNN.png\"\n",
    "plt.savefig(save_file, dpi=600)\n",
    "# plt.close(fig)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best epoch: 40, validation accuracy: 81.05%\n"
     ]
    }
   ],
   "source": [
    "best_epoch = np.where(D==np.max(D))[0].item()\n",
    "print('Best epoch: {}, validation accuracy: {:.2f}%'.format(best_epoch, 100 * np.max(D)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
